As a kid I really loved animals and the outdoors, so mostly any books about that. Probably my earliest favorite was
Wait till the Moon is Full by Margaret Wise Brown.
It's a story about a baby raccoon who begs his mother to go outside - again and again - and his mother always says "Wait till the moon is full". It had really great pictures of the animals in the forest that made the story real.